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Volumn 39, Issue 5, 2002, Pages 564-571

Application of an artificial neural network in reactor thermohydraulic problem: Prediction of critical heat flux

Author keywords

Artificial neural network; Critical heat flux; Equilibrium quality; Inlet subcooling; Mass flow rate; Oscillation flow; Oscillations; Pressure

Indexed keywords

ADAPTIVE ALGORITHMS; BACKPROPAGATION; HEAT FLUX; NEURAL NETWORKS; OSCILLATIONS;

EID: 0036577756     PISSN: 00223131     EISSN: None     Source Type: Journal    
DOI: 10.1080/18811248.2002.9715235     Document Type: Article
Times cited : (66)

References (35)
  • 3
    • 0028761466 scopus 로고
    • Classification and prediction of the critical heat flux using fuzzy clustering and artificial neural networks
    • S. K. Moon, S. H. Chang, “Classification and prediction of the critical heat flux using fuzzy clustering and artificial neural networks,” Nucl. Eng. Des., 150, 151-161 (1994).
    • (1994) Nucl. Eng. Des. , vol.150 , pp. 151-161
    • Moon, S.K.1    Chang, S.H.2
  • 4
    • 0002060271 scopus 로고    scopus 로고
    • Parametric trends anal-ysis of the critical heat flux based on artifical neural networks
    • S. K. Moon, W. P. Baek, S. H. Chang, “Parametric trends anal-ysis of the critical heat flux based on artifical neural networks,” Nucl. Eng. Des., 163, 29-49 (1996).
    • (1996) Nucl. Eng. Des. , vol.163 , pp. 29-49
    • Moon, S.K.1    Baek, W.P.2    Chang, S.H.3
  • 5
    • 0001022365 scopus 로고    scopus 로고
    • Integrating artificial neural networks and empirical correlations for the prediction of water subcooled critical heat flux
    • A. Mazzola, “Integrating artificial neural networks and empirical correlations for the prediction of water subcooled critical heat flux,” Rev. Gen. Therm., 36, 799-806 (1997).
    • (1997) Rev. Gen. Therm. , vol.36 , pp. 799-806
    • Mazzola, A.1
  • 7
  • 11
    • 0015034719 scopus 로고
    • Burnout when boiling water in longitudinally swept rod bundles
    • V. I. Tolubinskii, A. M. Kichigin, A. A. Vasilev, “Burnout when boiling water in longitudinally swept rod bundles,” Teploener-getika, 18, 51-55 (1971).
    • (1971) Teploener-Getika , vol.18 , pp. 51-55
    • Tolubinskii, V.I.1    Kichigin, A.M.2    Vasilev, A.A.3
  • 12
    • 0016596764 scopus 로고
    • Recommendations for calculating burnout in a round tube with uniform heat release
    • V. E. Doroshchuk, L. L. Levitan, F. P. Lantsman, “Recommendations for calculating burnout in a round tube with uniform heat release,” Teploenergetika, 22, 66-70 (1975).
    • (1975) Teploenergetika , vol.22 , pp. 66-70
    • Doroshchuk, V.E.1    Levitan, L.L.2    Lantsman, F.P.3
  • 13
    • 0009699102 scopus 로고
    • Burnout with nonuniform distribution of heat flux over the perimeter of a round tube
    • O. V. Remizov, A. P. Sapankevich, “Burnout with nonuniform distribution of heat flux over the perimeter of a round tube,” Teploenergetika, 22, 70-74 (1975).
    • (1975) Teploenergetika , vol.22 , pp. 70-74
    • Remizov, O.V.1    Sapankevich, A.P.2
  • 14
    • 0000201773 scopus 로고
    • A prediction model of subcooled water flow boiling CHF for pressure in the range 0.1-20 MPa
    • Y. Katto, “A prediction model of subcooled water flow boiling CHF for pressure in the range 0.1-20 MPa,” Int. J. Heat Mass Transfer, 35, 1115-1123 (1992).
    • (1992) Int. J. Heat Mass Transfer , vol.35 , pp. 1115-1123
    • Katto, Y.1
  • 15
    • 0032659873 scopus 로고    scopus 로고
    • Experimental study of the effect of noncircular flow geometry on the critical heat flux
    • I. L. Pioro, S. C. Cheng, D. C. Groeneveld, A. Z. Vasic, S. Pinchon, G. Chen, “Experimental study of the effect of noncircular flow geometry on the critical heat flux,” Nucl. Eng. Des., 187,339-362 (1999).
    • (1999) Nucl. Eng. Des. , vol.187 , pp. 339-362
    • Pioro, I.L.1    Cheng, S.C.2    Groeneveld, D.C.3    Vasic, A.Z.4    Pinchon, S.5    Chen, G.6
  • 17
    • 0023588639 scopus 로고
    • Improved general correlation for critical heat flux during upflow in uniformly heated vertical tubes
    • M. M. Shah, “Improved general correlation for critical heat flux during upflow in uniformly heated vertical tubes,” Heat Fluid Flow, 8,326-335 (1987).
    • (1987) Heat Fluid Flow , vol.8 , pp. 326-335
    • Shah, M.M.1
  • 18
    • 0033321862 scopus 로고    scopus 로고
    • Critical heat flux under flow oscillation of water at low-pressure, low-flow conditions
    • Y. I. Kim, W. P. Baek, S. H. Chang, “Critical heat flux under flow oscillation of water at low-pressure, low-flow conditions,” Nucl. Eng. Des., 193, 131-143 (1999).
    • (1999) Nucl. Eng. Des. , vol.193 , pp. 131-143
    • Kim, Y.I.1    Baek, W.P.2    Chang, S.H.3
  • 19
    • 0033690146 scopus 로고    scopus 로고
    • Critical heat flux of water in vertical round tubes at low pressure and low flow conditions
    • H. C. Kim, W. P. Baek, S. H. Chang, “Critical heat flux of water in vertical round tubes at low pressure and low flow conditions,” Nucl. Eng. Des., 199, 49-73 (2000).
    • (2000) Nucl. Eng. Des. , vol.199 , pp. 49-73
    • Kim, H.C.1    Baek, W.P.2    Chang, S.H.3
  • 20
    • 0031166006 scopus 로고    scopus 로고
    • Critical heat flux in a vertical annulus under low upward flow and near atmospheric pressure
    • T. Schoesse, M. Aritomi, Y. Kataoka, S.-R. Lee, Y. Yoshioka, M. K. Chen, “Critical heat flux in a vertical annulus under low upward flow and near atmospheric pressure,” J. Nucl. Sci. Tech-nol., 34, 559-570 (1997).
    • (1997) J. Nucl. Sci. Tech-Nol. , vol.34 , pp. 559-570
    • Schoesse, T.1    Aritomi, M.2    Kataoka, Y.3    Lee, S.-R.4    Yoshioka, Y.5    Chen, M.K.6
  • 21
    • 0003185249 scopus 로고
    • Tabular data for calculating burnout when boiling water in uniformly heated round tubes
    • Working Party of the Heat and Mass Transfer Section of the Scientific Council of the Academy of Sciences of the USSR, “Tabular data for calculating burnout when boiling water in uniformly heated round tubes,” Teploenergetika, 23, 90-92 (1976).
    • (1976) Teploenergetika , vol.23 , pp. 90-92
  • 22
    • 0026877026 scopus 로고
    • Bundle critical power predictions under normal and abnormal conditions in pressurized water reactors
    • W. C. Lin, B. S. Pei, C. H. Lee, “Bundle critical power predictions under normal and abnormal conditions in pressurized water reactors,” Nucl. Technol., 98, 354-365 (1992).
    • (1992) Nucl. Technol. , vol.98 , pp. 354-365
    • Lin, W.C.1    Pei, B.S.2    Lee, C.H.3
  • 23
    • 0002135130 scopus 로고
    • Critical heat flux with longitudinal flow round a rod bundle
    • V. N. Smolin, V. K. Polyakov, “Critical heat flux with longitudinal flow round a rod bundle,” Teploenergetika, 14, 54-58 (1967).
    • (1967) Teploenergetika , vol.14 , pp. 54-58
    • Smolin, V.N.1    Polyakov, V.K.2
  • 24
    • 0023438590 scopus 로고
    • Critical heat flux and flow characteristics of subcooled flow boiling in narrow tubes
    • F. Inasaka, H. Nariai, “Critical heat flux and flow characteristics of subcooled flow boiling in narrow tubes,” JSME Int. J. Fluids Thermal Eng., 30, 1595-1600 (1987).
    • (1987) JSME Int. J. Fluids Thermal Eng. , vol.30 , pp. 1595-1600
    • Inasaka, F.1    Nariai, H.2
  • 25
    • 0033320661 scopus 로고    scopus 로고
    • Critical heat flux in a vertical tube at low and medium pressures, Part I, Experimental results
    • A. Olekhnovitch, A. Teyssedou, A. Tapucu, P. Champagne, D. C. Groeneveld, “Critical heat flux in a vertical tube at low and medium pressures, Part I, Experimental results,” Nucl. Eng. Des., 193, 73-89 (1999).
    • (1999) Nucl. Eng. Des. , vol.193 , pp. 73-89
    • Olekhnovitch, A.1    Teyssedou, A.2    Tapucu, A.3    Champagne, P.4    Groeneveld, D.C.5
  • 26
    • 0033339473 scopus 로고    scopus 로고
    • Critical heat flux in a vertical tube at low and medium pressures, Part II, New data representation
    • A. Olekhnovitch, A. Teyssedou, P. Tye, “Critical heat flux in a vertical tube at low and medium pressures, Part II, New data representation,” Nucl. Eng. Des., 193, 91-103 (1999).
    • (1999) Nucl. Eng. Des. , vol.193 , pp. 91-103
    • Olekhnovitch, A.1    Teyssedou, A.2    Tye, P.3
  • 27
    • 0009721520 scopus 로고
    • Study of critical heat flux condition at convective boiling of water: Temperature and power controlled experiments
    • Jerusalem, Israel
    • P. Weber, K. Johannsen, “Study of critical heat flux condition at convective boiling of water: Temperature and power controlled experiments,” Proc. 9th Int. Heat Transfer Conf, Jerusalem, Israel, Vol. 2, 63-68 (1990).
    • (1990) Proc. 9Th Int. Heat Transfer Conf , vol.2 , pp. 63-68
    • Weber, P.1    Johannsen, K.2
  • 29
    • 0018007236 scopus 로고
    • Checking the principles of modeling rod bundles when investigating burnout and intensification of heat removal
    • N. I. Perepelitsa, A. P. Sapankevich, N. P. Serdun, “Checking the principles of modeling rod bundles when investigating burnout and intensification of heat removal,” Teploenergetika, 25,80-82 (1978).
    • (1978) Teploenergetika , vol.25 , pp. 80-82
    • Perepelitsa, N.I.1    Sapankevich, A.P.2    Serdun, N.P.3
  • 30
    • 0009697529 scopus 로고
    • Mechanical Industry Press, Beijing, [in Chinese]
    • Z. H. Chen, Two-phase Flow and Heat Transfer, Mechanical Industry Press, Beijing, 113, (1983), [in Chinese].
    • (1983) Two-Phase Flow and Heat Transfer , pp. 113
    • Chen, Z.H.1
  • 31
    • 0035120838 scopus 로고    scopus 로고
    • Effect of pressure on critical heat flux in uniformly heated vertical annulus under low flow conditions
    • S. Y. Chun, H. T. Chung, S. Y. Moon, S. K. Yang, M. K. Chung, T. Schoesse, M. Aritomi, “Effect of pressure on critical heat flux in uniformly heated vertical annulus under low flow conditions,” Nucl. Eng. Des., 203, 159-174 (2001).
    • (2001) Nucl. Eng. Des. , vol.203 , pp. 159-174
    • Chun, S.Y.1    Chung, H.T.2    Moon, S.Y.3    Yang, S.K.4    Chung, M.K.5    Schoesse, T.6    Aritomi, M.7
  • 34
    • 0027387028 scopus 로고
    • Dryout under oscillatory flow condition in vertical and horizontal tubes—Experiments at low velocity and pressure conditions
    • M. Ozawa, H. Umekawa, “Dryout under oscillatory flow condition in vertical and horizontal tubes—Experiments at low velocity and pressure conditions,” Int. J. Heat Mass Transfer, 36, 4076-4078 (1993).
    • (1993) Int. J. Heat Mass Transfer , vol.36 , pp. 4076-4078
    • Ozawa, M.1    Umekawa, H.2
  • 35
    • 0000771261 scopus 로고
    • CHF in a boiling channel under oscillatory flow condition
    • A. Serizawa, et al., eds., Elsevier Science
    • H. Umekawa, M. Ozawa, A. Miyazaki, “CHF in a boiling channel under oscillatory flow condition,” Proc. 2nd Int. Conf. On Multiphase Flow, A. Serizawa, et al., eds., Elsevier Science, Vol. 3, 497-506 (1995).
    • (1995) Proc. 2Nd Int. Conf. On Multiphase Flow , vol.3 , pp. 497-506
    • Umekawa, H.1    Ozawa, M.2    Miyazaki, A.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.